{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from scipy.optimize import curve_fit\n",
    "from scipy.special import wofz\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "ename": "RuntimeError",
     "evalue": "Optimal parameters not found: Number of calls to function has reached maxfev = 3800.",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mRuntimeError\u001b[0m                              Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[2], line 36\u001b[0m\n\u001b[0;32m     33\u001b[0m bounds_lower \u001b[38;5;241m=\u001b[39m [\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m5\u001b[39m \u001b[38;5;241m+\u001b[39m [b \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m b \u001b[38;5;129;01min\u001b[39;00m bs] \u001b[38;5;241m+\u001b[39m [\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m3\u001b[39m\n\u001b[0;32m     34\u001b[0m bounds_upper \u001b[38;5;241m=\u001b[39m [np\u001b[38;5;241m.\u001b[39minf] \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m5\u001b[39m \u001b[38;5;241m+\u001b[39m [b \u001b[38;5;241m+\u001b[39m \u001b[38;5;241m1\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m b \u001b[38;5;129;01min\u001b[39;00m bs] \u001b[38;5;241m+\u001b[39m [np\u001b[38;5;241m.\u001b[39minf] \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m3\u001b[39m\n\u001b[1;32m---> 36\u001b[0m popt, pcov \u001b[38;5;241m=\u001b[39m curve_fit(multi_voigt, Es, Is, p0\u001b[38;5;241m=\u001b[39minitial_params)\n\u001b[0;32m     37\u001b[0m perr \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msqrt(np\u001b[38;5;241m.\u001b[39mdiag(pcov))\n\u001b[0;32m     39\u001b[0m dataall[num \u001b[38;5;241m-\u001b[39m \u001b[38;5;241m44\u001b[39m, :] \u001b[38;5;241m=\u001b[39m Is \u001b[38;5;241m-\u001b[39m (popt[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m3\u001b[39m] \u001b[38;5;241m*\u001b[39m Es \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m \u001b[38;5;241m2\u001b[39m \u001b[38;5;241m+\u001b[39m popt[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m2\u001b[39m] \u001b[38;5;241m*\u001b[39m Es \u001b[38;5;241m+\u001b[39m popt[\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m])\n",
      "File \u001b[1;32mc:\\Users\\eggyC\\anaconda3\\Lib\\site-packages\\scipy\\optimize\\_minpack_py.py:968\u001b[0m, in \u001b[0;36mcurve_fit\u001b[1;34m(f, xdata, ydata, p0, sigma, absolute_sigma, check_finite, bounds, method, jac, full_output, nan_policy, **kwargs)\u001b[0m\n\u001b[0;32m    966\u001b[0m     cost \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msum(infodict[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mfvec\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m \u001b[38;5;241m2\u001b[39m)\n\u001b[0;32m    967\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m ier \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m [\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m2\u001b[39m, \u001b[38;5;241m3\u001b[39m, \u001b[38;5;241m4\u001b[39m]:\n\u001b[1;32m--> 968\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOptimal parameters not found: \u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m errmsg)\n\u001b[0;32m    969\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    970\u001b[0m     \u001b[38;5;66;03m# Rename maxfev (leastsq) to max_nfev (least_squares), if specified.\u001b[39;00m\n\u001b[0;32m    971\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmax_nfev\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m kwargs:\n",
      "\u001b[1;31mRuntimeError\u001b[0m: Optimal parameters not found: Number of calls to function has reached maxfev = 3800."
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def voigt_profile(x, a, b, sigma, gamma):\n",
    "    return a * np.real(wofz(((x - b) + 1j * gamma) / (sigma * np.sqrt(2)))) / (sigma * np.sqrt(2 * np.pi))\n",
    "\n",
    "def multi_voigt(x, *params):\n",
    "    num_peaks = (len(params) - 4) // 2\n",
    "    sigma, gamma = params[-4], params[-3]\n",
    "    baseline = params[-2] * x + params[-1]\n",
    "    y = np.zeros_like(x)\n",
    "    for i in range(num_peaks):\n",
    "        a, b = params[2 * i: 2 * i + 2]\n",
    "        y += voigt_profile(x, a, b, sigma, gamma)\n",
    "    return y + baseline\n",
    "\n",
    "fields = np.arange(7, -0.5, -0.5)\n",
    "dataall = np.zeros((15, 1354))\n",
    "files = ['RL', 'LR']\n",
    "bs = [9.93*8.06554, 11*8.06554, 14*8.06554, 27.5*8.06554, 29.3*8.06554]\n",
    "\n",
    "for filenum in range(2):\n",
    "    b4s = []\n",
    "    plt.figure()\n",
    "    plt.title(files[filenum])\n",
    "    plt.xlabel(\"Energy (units)\")\n",
    "    plt.ylabel(\"Intensity (units)\")\n",
    "    \n",
    "    for num in range(44, 59):\n",
    "        filename = f'00{num}_{files[filenum]}.txt'\n",
    "        data = np.loadtxt(filename)\n",
    "        Es = data[627:, 0] \n",
    "        Is = data[627:, 1]\n",
    "        \n",
    "        initial_params = [100, bs[0], 100, bs[1], 305, bs[2], 70, bs[3], 50, bs[4]] + [0.1, 0.1, 0.1, 0.1, 0.1, 0, 0, 0]\n",
    "        bounds_lower = [0] * 5 + [b - 1 for b in bs] + [0] * 3\n",
    "        bounds_upper = [np.inf] * 5 + [b + 1 for b in bs] + [np.inf] * 3\n",
    "        \n",
    "        popt, pcov = curve_fit(multi_voigt, Es, Is, p0=initial_params)\n",
    "        perr = np.sqrt(np.diag(pcov))\n",
    "        \n",
    "        dataall[num - 44, :] = Is - (popt[-3] * Es ** 2 + popt[-2] * Es + popt[-1])\n",
    "        b4s.append(popt[9])\n",
    "        \n",
    "        plt.plot(Es, Is + (num - 44) * 50, '.', color=((58 - num) / 14, 0, 0))\n",
    "        plt.plot(Es, multi_voigt(Es, *popt) + (num - 44) * 50, '-', color=((58 - num) / 14, 0, 0))\n",
    "    \n",
    "    plt.ylim([-10, 1000])\n",
    "    plt.xlim([5, 500])\n",
    "    plt.show()\n",
    "    \n",
    "    plt.figure()\n",
    "    X, Y = np.meshgrid(Es, fields)\n",
    "    plt.pcolormesh(X, Y, dataall, shading='auto', cmap='jet')\n",
    "    plt.colorbar(label='Intensity (units)')\n",
    "    plt.clim([-10, 100])\n",
    "    plt.xlim([5, 500])\n",
    "    plt.title(files[filenum])\n",
    "    plt.show()\n",
    "    \n",
    "    plt.figure(200)\n",
    "    plt.plot(fields, b4s, 'o-')\n",
    "    plt.xlabel(\"Field (units)\")\n",
    "    plt.ylabel(\"Peak Width (units)\")\n",
    "    plt.title(files[filenum])\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "ValueError",
     "evalue": "'x' and 'y' must have the same size",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[180], line 80\u001b[0m\n\u001b[0;32m     77\u001b[0m     plt\u001b[38;5;241m.\u001b[39mshow()\n\u001b[0;32m     79\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure()\n\u001b[1;32m---> 80\u001b[0m \u001b[43mplt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43merrorbar\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfields\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msigma_vals\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43myerr\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msigma_errs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfmt\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mo-\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlabel\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mSigma\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m     81\u001b[0m plt\u001b[38;5;241m.\u001b[39merrorbar(fields, gamma_vals, yerr\u001b[38;5;241m=\u001b[39mgamma_errs, fmt\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124ms-\u001b[39m\u001b[38;5;124m'\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mGamma\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m     82\u001b[0m plt\u001b[38;5;241m.\u001b[39merrorbar(fields, fwhm_vals, yerr\u001b[38;5;241m=\u001b[39mfwhm_errs, fmt\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124md-\u001b[39m\u001b[38;5;124m'\u001b[39m, label\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mVoigt FWHM\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
      "File \u001b[1;32mc:\\Users\\eggyC\\anaconda3\\lib\\site-packages\\matplotlib\\pyplot.py:2537\u001b[0m, in \u001b[0;36merrorbar\u001b[1;34m(x, y, yerr, xerr, fmt, ecolor, elinewidth, capsize, barsabove, lolims, uplims, xlolims, xuplims, errorevery, capthick, data, **kwargs)\u001b[0m\n\u001b[0;32m   2531\u001b[0m \u001b[38;5;129m@_copy_docstring_and_deprecators\u001b[39m(Axes\u001b[38;5;241m.\u001b[39merrorbar)\n\u001b[0;32m   2532\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21merrorbar\u001b[39m(\n\u001b[0;32m   2533\u001b[0m         x, y, yerr\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, xerr\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, fmt\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m, ecolor\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m   2534\u001b[0m         elinewidth\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, capsize\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, barsabove\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, lolims\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m   2535\u001b[0m         uplims\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, xlolims\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, xuplims\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m, errorevery\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1\u001b[39m,\n\u001b[0;32m   2536\u001b[0m         capthick\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m, data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m-> 2537\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m gca()\u001b[38;5;241m.\u001b[39merrorbar(\n\u001b[0;32m   2538\u001b[0m         x, y, yerr\u001b[38;5;241m=\u001b[39myerr, xerr\u001b[38;5;241m=\u001b[39mxerr, fmt\u001b[38;5;241m=\u001b[39mfmt, ecolor\u001b[38;5;241m=\u001b[39mecolor,\n\u001b[0;32m   2539\u001b[0m         elinewidth\u001b[38;5;241m=\u001b[39melinewidth, capsize\u001b[38;5;241m=\u001b[39mcapsize, barsabove\u001b[38;5;241m=\u001b[39mbarsabove,\n\u001b[0;32m   2540\u001b[0m         lolims\u001b[38;5;241m=\u001b[39mlolims, uplims\u001b[38;5;241m=\u001b[39muplims, xlolims\u001b[38;5;241m=\u001b[39mxlolims,\n\u001b[0;32m   2541\u001b[0m         xuplims\u001b[38;5;241m=\u001b[39mxuplims, errorevery\u001b[38;5;241m=\u001b[39merrorevery, capthick\u001b[38;5;241m=\u001b[39mcapthick,\n\u001b[0;32m   2542\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m({\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m\"\u001b[39m: data} \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m {}), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "File \u001b[1;32mc:\\Users\\eggyC\\anaconda3\\lib\\site-packages\\matplotlib\\__init__.py:1442\u001b[0m, in \u001b[0;36m_preprocess_data.<locals>.inner\u001b[1;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1439\u001b[0m \u001b[38;5;129m@functools\u001b[39m\u001b[38;5;241m.\u001b[39mwraps(func)\n\u001b[0;32m   1440\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21minner\u001b[39m(ax, \u001b[38;5;241m*\u001b[39margs, data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m   1441\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 1442\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m func(ax, \u001b[38;5;241m*\u001b[39m\u001b[38;5;28mmap\u001b[39m(sanitize_sequence, args), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m   1444\u001b[0m     bound \u001b[38;5;241m=\u001b[39m new_sig\u001b[38;5;241m.\u001b[39mbind(ax, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m   1445\u001b[0m     auto_label \u001b[38;5;241m=\u001b[39m (bound\u001b[38;5;241m.\u001b[39marguments\u001b[38;5;241m.\u001b[39mget(label_namer)\n\u001b[0;32m   1446\u001b[0m                   \u001b[38;5;129;01mor\u001b[39;00m bound\u001b[38;5;241m.\u001b[39mkwargs\u001b[38;5;241m.\u001b[39mget(label_namer))\n",
      "File \u001b[1;32mc:\\Users\\eggyC\\anaconda3\\lib\\site-packages\\matplotlib\\axes\\_axes.py:3537\u001b[0m, in \u001b[0;36mAxes.errorbar\u001b[1;34m(self, x, y, yerr, xerr, fmt, ecolor, elinewidth, capsize, barsabove, lolims, uplims, xlolims, xuplims, errorevery, capthick, **kwargs)\u001b[0m\n\u001b[0;32m   3535\u001b[0m x, y \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39matleast_1d(x, y)  \u001b[38;5;66;03m# Make sure all the args are iterable.\u001b[39;00m\n\u001b[0;32m   3536\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(x) \u001b[38;5;241m!=\u001b[39m \u001b[38;5;28mlen\u001b[39m(y):\n\u001b[1;32m-> 3537\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mx\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m and \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124my\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m must have the same size\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m   3539\u001b[0m everymask \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_errorevery_to_mask(x, errorevery)\n\u001b[0;32m   3541\u001b[0m label \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlabel\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n",
      "\u001b[1;31mValueError\u001b[0m: 'x' and 'y' must have the same size"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fields = np.arange(7, -0.5, -0.5)\n",
    "dataall = np.zeros((15, 305))\n",
    "files = ['RR', 'LL']\n",
    "bs = [293, 295, 297, 299, 300.9, 303]\n",
    "Rcoeffs = [1.20545548, 1.155071943]\n",
    "dots = ['.', 'x']\n",
    "sigma_vals, gamma_vals, fwhm_vals = [], [], []\n",
    "sigma_errs, gamma_errs, fwhm_errs = [], [], []\n",
    "peak_positions_vals, peak_positions_errs = [], []\n",
    "\n",
    "plt.figure(2,figsize=(4,10))\n",
    "for filenum in range(2):\n",
    "    b4s = []\n",
    "    plt.figure(2,figsize=(4,10))\n",
    "\n",
    "    plt.title(files[filenum])\n",
    "    plt.xlabel(\"Energy (units)\")\n",
    "    plt.ylabel(\"Intensity (units)\")\n",
    "    \n",
    "    for num in range(44, 59):\n",
    "        filename = f'00{num}_{files[filenum]}.txt'\n",
    "        data = np.loadtxt(filename)\n",
    "        Es = data[1205:1510, 0] + 0.3027\n",
    "        Is = data[1205:1510, 1] * Rcoeffs[1]\n",
    "        \n",
    "        initial_params = sum([[10, b] for b in bs], []) + [0.148, 0.2, 0, 0]\n",
    "        bounds_lower = sum([[0, b - 1] for b in bs], []) + [0.147, 0, -np.inf, -10]\n",
    "        bounds_upper = sum([[np.inf, b + 1] for b in bs], []) + [0.149, np.inf, np.inf, 100]\n",
    "        \n",
    "        popt, pcov = curve_fit(multi_voigt, Es, Is, p0=initial_params, bounds=(bounds_lower, bounds_upper))\n",
    "        perr = np.sqrt(np.diag(pcov))\n",
    "        \n",
    "        sigma_vals.append(popt[-4])\n",
    "        gamma_vals.append(popt[-3])\n",
    "        fwhm = 2 * (0.5346 * popt[-3] + np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))\n",
    "        fwhm_vals.append(fwhm)\n",
    "        peak_positions_vals.append(popt[1::2])\n",
    "        \n",
    "        sigma_errs.append(perr[-4])\n",
    "        gamma_errs.append(perr[-3])\n",
    "        fwhm_errs.append(2 * np.sqrt((0.5346 * perr[-3])**2 + (0.5 * popt[-4] * perr[-4] / np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))**2))\n",
    "        peak_positions_errs.append(perr[1::2])\n",
    "        \n",
    "        dataall[num - 44, :] = Is - (popt[-2] * Es + popt[-1])\n",
    "        b4s.append(popt[9])\n",
    "        \n",
    "        plt.plot(Es, Is + (58-num) * 50 - popt[-2] * Es - popt[-1], dots[filenum], mew=0.5, color=((58 - num) / 14, 0, 0))\n",
    "        plt.plot(np.linspace(285, 310, 1000), multi_voigt(np.linspace(285, 310, 1000), *popt) + (58-num) * 50 - popt[-2] * np.linspace(285, 310, 1000) - popt[-1], '-',linewidth=1, color=((58 - num) / 14, 0, 0))\n",
    "    \n",
    "    plt.xlim([285, 310])\n",
    "    plt.ylim([-50, 800])\n",
    "    plt.savefig(files[filenum]+'s.eps')\n",
    "    plt.show()\n",
    "    \n",
    "    plt.figure()\n",
    "    plt.plot(Es, Is + (58-num) * 50 - popt[-2] * Es - popt[-1], '.', color=((58 - num) / 14, 0, 0))\n",
    "    plt.plot(np.linspace(285, 310, 1000), multi_voigt(np.linspace(285, 310, 1000), *popt) + (58-num) * 50 - popt[-2] * np.linspace(285, 310, 1000) - popt[-1], '-', color=((58 - num) / 14, 0, 0))\n",
    "    plt.xlim([285, 310])\n",
    "    plt.ylim([-10, 70])\n",
    "    plt.savefig(files[filenum]+'.eps')\n",
    "    plt.show()\n",
    "\n",
    "    plt.figure()\n",
    "    X, Y = np.meshgrid(Es, fields)\n",
    "    plt.pcolormesh(X, Y, dataall, shading='auto', cmap='jet')\n",
    "    plt.colorbar(label='Intensity (units)')\n",
    "    plt.clim([0, 50])\n",
    "    plt.xlim([285, 310])\n",
    "    plt.title(files[filenum])\n",
    "    plt.show()\n",
    "    \n",
    "    plt.figure(200)\n",
    "    plt.plot(fields, b4s, 'o-')\n",
    "    plt.xlabel(\"Field (units)\")\n",
    "    plt.ylabel(\"Peak Width (units)\")\n",
    "    plt.title(files[filenum])\n",
    "    plt.show()\n",
    "\n",
    "plt.figure()\n",
    "plt.errorbar(fields, sigma_vals, yerr=sigma_errs, fmt='o-', label='Sigma')\n",
    "plt.errorbar(fields, gamma_vals, yerr=gamma_errs, fmt='s-', label='Gamma')\n",
    "plt.errorbar(fields, fwhm_vals, yerr=fwhm_errs, fmt='d-', label='Voigt FWHM')\n",
    "plt.xlabel(\"Field (units)\")\n",
    "plt.ylabel(\"Width (units)\")\n",
    "plt.ylim([0,1])\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "plt.figure()\n",
    "for i in range(max(len(p) for p in peak_positions_vals)):\n",
    "    peak_pos = [pos[i] if i < len(pos) else np.nan for pos in peak_positions_vals]\n",
    "    peak_err = [err[i] if i < len(err) else np.nan for err in peak_positions_errs]\n",
    "    plt.errorbar(fields, peak_pos, yerr=peak_err, fmt='o-', label=f'Peak {i+1}')\n",
    "plt.xlabel(\"Field (units)\")\n",
    "plt.ylabel(\"Peak Position (units)\")\n",
    "plt.ylim([285,310])\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Is=np.zeros_like(Es)\n",
    "for filenum in range(2):\n",
    "    b4s = []\n",
    "    plt.title(files[filenum])\n",
    "    plt.xlabel(\"Energy (units)\")\n",
    "    plt.ylabel(\"Intensity (units)\")\n",
    "    filename = f'0058_{files[filenum]}.txt'\n",
    "    data = np.loadtxt(filename)\n",
    "    Es = data[1205:1510, 0] + 0.3027\n",
    "    Is = Is + data[1205:1510, 1] * Rcoeffs[1]/2\n",
    "\n",
    "initial_params = sum([[10, b] for b in bs], []) + [0.148, 0.2, 0, 0]\n",
    "bounds_lower = sum([[0, b - 1] for b in bs], []) + [0.147, 0, -np.inf, -10]\n",
    "bounds_upper = sum([[np.inf, b + 1] for b in bs], []) + [0.149, np.inf, np.inf, 100]\n",
    "\n",
    "popt, pcov = curve_fit(multi_voigt, Es, Is, p0=initial_params, bounds=(bounds_lower, bounds_upper))\n",
    "perr = np.sqrt(np.diag(pcov))\n",
    "\n",
    "sigma_vals.append(popt[-4])\n",
    "gamma_vals.append(popt[-3])\n",
    "fwhm = 2 * (0.5346 * popt[-3] + np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))\n",
    "fwhm_vals.append(fwhm)\n",
    "peak_positions_vals.append(popt[1::2])\n",
    "\n",
    "sigma_errs.append(perr[-4])\n",
    "gamma_errs.append(perr[-3])\n",
    "fwhm_errs.append(2 * np.sqrt((0.5346 * perr[-3])**2 + (0.5 * popt[-4] * perr[-4] / np.sqrt(0.2166 * popt[-3]**2 + popt[-4]**2))**2))\n",
    "peak_positions_errs.append(perr[1::2])\n",
    "\n",
    "dataall[num - 44, :] = Is - (popt[-2] * Es + popt[-1])\n",
    "b4s.append(popt[9])\n",
    "\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(Es, Is + (58-num) * 50 - popt[-2] * Es - popt[-1], '.', color=((58 - num) / 14, 0, 0))\n",
    "plt.plot(np.linspace(285, 310, 1000), multi_voigt(np.linspace(285, 310, 1000), *popt) + (58-num) * 50 - popt[-2] * np.linspace(285, 310, 1000) - popt[-1], '-', color=((58 - num) / 14, 0, 0))\n",
    "plt.xlim([285, 310])\n",
    "plt.ylim([-10, 70])\n",
    "plt.savefig('LL+RR.eps')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.fftpack import fft, ifft, fftfreq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_samples = 40000\n",
    "Es_fft=np.linspace(0,400,num_samples)\n",
    "popt_fft=popt.copy()\n",
    "popt_fft[-4]=0.00001\n",
    "I_fit = multi_voigt(Es_fft, *popt_fft)\n",
    "\n",
    "# Subtract linear background (assumed to be minimal slope)\n",
    "I_corrected = I_fit - (popt[-2] * Es_fft + popt[-1])\n",
    "\n",
    "# Ensure non-negative values for square root\n",
    "I_corrected = np.maximum(I_corrected, 0)\n",
    "\n",
    "# Compute the square root of the corrected intensity\n",
    "I_sqrt = np.sqrt(I_corrected)\n",
    "\n",
    "# Resample data with sufficient points for FFT\n",
    "\n",
    "Es_interp = np.linspace(-Es_fft.max(), Es_fft.max(), num_samples*2+1)\n",
    "I_sqrt_interp = np.concatenate((I_sqrt, I_sqrt[::-1]))\n",
    "# I_sqrt_interp = np.interp(Es_interp, Es_fft, I_sqrt)\n",
    "\n",
    "# Perform FFT\n",
    "fft_result = fft(np.sqrt(I_corrected), 1000000)\n",
    "fft_normalized = 1.5 * np.real(fft_result) / np.max(np.real(fft_result))\n",
    "\n",
    "\n",
    "# Plot the inverse FFT in the time domain\n",
    "plt.figure(figsize=(7, 5))\n",
    "plt.plot(fft_normalized,linewidth=0.5)\n",
    "plt.xlim([0, 12508])\n",
    "plt.ylim([-1, 1])\n",
    "plt.xlabel(\"Frequency Index\")\n",
    "plt.ylabel(\"Normalized Amplitude\")\n",
    "plt.title(\"FFT of Square Root of Ist\")\n",
    "plt.savefig('ifft.eps')\n",
    "\n",
    "plt.figure(figsize=(7, 5))\n",
    "plt.plot(fft_normalized,linewidth=0.5)\n",
    "plt.xlim([3000, 12500])\n",
    "plt.ylim([0.03, .05])\n",
    "plt.xlabel(\"Frequency Index\")\n",
    "plt.ylabel(\"Normalized Amplitude\")\n",
    "plt.title(\"FFT of Square Root of Ist\")\n",
    "plt.savefig('ifft2.eps')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'FFT of Square Root of Ist')"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fft_result = fft(np.sqrt(I_corrected), 1000000)\n",
    "fft_normalized = 1.25 * np.real(fft_result) / np.max(np.real(fft_result))\n",
    "\n",
    "# Plot the FFT result\n",
    "plt.figure()\n",
    "plt.plot(fft_normalized)\n",
    "plt.xlim([0, 12508])\n",
    "plt.ylim([-1, 1])\n",
    "plt.xlabel(\"Frequency Index\")\n",
    "plt.ylabel(\"Normalized Amplitude\")\n",
    "plt.title(\"FFT of Square Root of Ist\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.09059419651852989"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "min(I_sqrt_interp)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
